{"id":"https://openalex.org/W4414464267","doi":"https://doi.org/10.1109/bmsb65076.2025.11165579","title":"Comparative Study on Linguistic Representation Models for Enhancing Multimedia Security","display_name":"Comparative Study on Linguistic Representation Models for Enhancing Multimedia Security","publication_year":2025,"publication_date":"2025-06-11","ids":{"openalex":"https://openalex.org/W4414464267","doi":"https://doi.org/10.1109/bmsb65076.2025.11165579"},"language":"en","primary_location":{"id":"doi:10.1109/bmsb65076.2025.11165579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb65076.2025.11165579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031593368","display_name":"Meng Xi","orcid":"https://orcid.org/0000-0001-8207-3921"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meng Xi","raw_affiliation_strings":["Tianjin University,Tianjin,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101820123","display_name":"Qi Wu","orcid":"https://orcid.org/0000-0002-6600-427X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Wu","raw_affiliation_strings":["Tianjin University,Tianjin,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005003415","display_name":"Jingyi He","orcid":"https://orcid.org/0000-0003-2817-7396"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyi He","raw_affiliation_strings":["Tianjin University,Tianjin,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022939072","display_name":"Jiabao Wen","orcid":"https://orcid.org/0000-0003-2303-9613"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiabao Wen","raw_affiliation_strings":["Tianjin University,Tianjin,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002735305","display_name":"Shuai Xiao","orcid":"https://orcid.org/0000-0003-4058-8120"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Xiao","raw_affiliation_strings":["Tianjin University,Tianjin,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066144350","display_name":"Jiachen Yang","orcid":"https://orcid.org/0000-0003-2558-552X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiachen Yang","raw_affiliation_strings":["Tianjin University,Tianjin,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5031593368"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.39134404,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.6148999929428101,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.6148999929428101,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.6111000180244446,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12034","display_name":"Digital and Cyber Forensics","score":0.5763999819755554,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.7127000093460083},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5641999840736389},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5590999722480774},{"id":"https://openalex.org/keywords/expression","display_name":"Expression (computer science)","score":0.5403000116348267},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.4677000045776367},{"id":"https://openalex.org/keywords/emotional-expression","display_name":"Emotional expression","score":0.4348999857902527},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.36039999127388},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.3400000035762787},{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.3386000096797943}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7351999878883362},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7127000093460083},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5641999840736389},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5590999722480774},{"id":"https://openalex.org/C90559484","wikidata":"https://www.wikidata.org/wiki/Q778379","display_name":"Expression (computer science)","level":2,"score":0.5403000116348267},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4943000078201294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4839000105857849},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.4677000045776367},{"id":"https://openalex.org/C143110190","wikidata":"https://www.wikidata.org/wiki/Q5373787","display_name":"Emotional expression","level":2,"score":0.4348999857902527},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36970001459121704},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.36039999127388},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.3400000035762787},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.3386000096797943},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.33500000834465027},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.329800009727478},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3084999918937683},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.3037000000476837},{"id":"https://openalex.org/C116409475","wikidata":"https://www.wikidata.org/wiki/Q1385056","display_name":"External Data Representation","level":2,"score":0.2955999970436096},{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.2759999930858612},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.26980000734329224},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.265500009059906},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C2778864079","wikidata":"https://www.wikidata.org/wiki/Q173285","display_name":"Digital data","level":3,"score":0.2578999996185303},{"id":"https://openalex.org/C125209646","wikidata":"https://www.wikidata.org/wiki/Q1338878","display_name":"Cultural diversity","level":2,"score":0.25540000200271606},{"id":"https://openalex.org/C77660490","wikidata":"https://www.wikidata.org/wiki/Q244916","display_name":"Intermediate language","level":3,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bmsb65076.2025.11165579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb65076.2025.11165579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1822239915","https://openalex.org/W2013569814","https://openalex.org/W2083759082","https://openalex.org/W2112422413","https://openalex.org/W2888812822","https://openalex.org/W2891575196","https://openalex.org/W2914278227","https://openalex.org/W2945662754","https://openalex.org/W2982184013","https://openalex.org/W2989710089","https://openalex.org/W2996283780","https://openalex.org/W2998019206","https://openalex.org/W3098996042","https://openalex.org/W3162985935","https://openalex.org/W4231299302","https://openalex.org/W4281689302","https://openalex.org/W4296976275","https://openalex.org/W4312324064","https://openalex.org/W4312785994","https://openalex.org/W4382602821","https://openalex.org/W4388019042","https://openalex.org/W4389463505","https://openalex.org/W4392384344","https://openalex.org/W4393161036","https://openalex.org/W4400803523"],"related_works":[],"abstract_inverted_index":{"In":[0,101],"the":[1,69,103,107,134,143,162],"digital":[2],"age,":[3],"multimedia":[4,198],"data":[5,77,187,194],"security":[6,43],"is":[7,109],"crucial,":[8],"involving":[9],"personal":[10,46],"privacy,":[11],"corporate":[12],"secrets,":[13],"and":[14,35,49,80,87,99,136,151,153,164,178,185,193,196],"national":[15],"security.":[16,199],"Text":[17],"sentiment":[18,58],"analysis,":[19],"as":[20,113],"an":[21],"important":[22],"branch":[23],"of":[24,66,71,90,106,138,145,166],"natural":[25],"language":[26],"processing":[27],"(NLP),":[28],"plays":[29],"a":[30,51,64,111],"crucial":[31],"role":[32],"in":[33,39,57,124,140,148,180],"identifying":[34],"understanding":[36],"emotional":[37,72,91,146],"tendencies":[38],"text,":[40],"revealing":[41],"potential":[42],"threats,":[44],"enhancing":[45],"privacy":[47],"protection,":[48],"playing":[50],"vital":[52],"role.":[53],"Despite":[54],"significant":[55],"progress":[56],"analysis":[59,158,183],"technology,":[60],"it":[61],"still":[62],"faces":[63],"series":[65],"challenges,":[67],"including":[68],"complexity":[70],"expression,":[73],"cultural":[74],"differences,":[75],"high":[76,97],"annotation":[78],"costs,":[79],"insufficient":[81],"model":[82,108],"generalization":[83,104,165],"ability.":[84],"The":[85],"diversity":[86],"contextual":[88],"dependence":[89],"expression":[92,147],"require":[93],"algorithms":[94],"to":[95,156],"have":[96],"accuracy":[98,163],"flexibility.":[100],"addition,":[102],"ability":[105],"also":[110],"problem,":[112],"current":[114],"models":[115,168],"often":[116],"perform":[117],"well":[118],"on":[119,126,169],"specific":[120],"datasets":[121],"but":[122],"decline":[123],"performance":[125],"new":[127],"domains":[128],"or":[129],"datasets.":[130],"This":[131],"article":[132],"combines":[133],"study":[135],"classification":[137],"emotions":[139],"linguistics,":[141],"investigates":[142],"commonalities":[144],"different":[149,167],"backgrounds":[150],"cultures,":[152],"applies":[154],"them":[155],"emotion":[157,172,182],"tasks.":[159],"It":[160],"compares":[161],"several":[170],"common":[171],"label":[173],"data,":[174],"studies":[175],"their":[176],"advantages":[177],"problems":[179],"text":[181],"tasks,":[184],"provides":[186],"support":[188],"for":[189],"continuously":[190],"overcoming":[191],"technical":[192],"challenges":[195],"protecting":[197]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
